No, "joufflu" is sometimes used in French slang about children and /or babies, for grown-ups it sounds a bit pejorative IMO.
Something currently heard, and tender at a time from a woman to her chubby lover, would be "mon gros nounours". Saying only "mon gros" wouldn't be appropriate.